Comparing AB Control Group and AB Test Group

Dataset statistics

	AB Control Group	AB Test Group
Number of variables	18	18
Number of observations	18152	19714
Missing cells	0	0
Missing cells (%)	0.0%	0.0%
Duplicate rows	0	0
Duplicate rows (%)	0.0%	0.0%
Total size in memory	3.1 MiB	3.4 MiB
Average record size in memory	181.1 B	178.8 B

Variable types

	AB Control Group	AB Test Group
Numeric	7	7
Categorical	11	11

Alerts

Reproduction

	AB Control Group	AB Test Group
Analysis started	2023-04-12 15:14:51.153894	2023-04-12 15:15:01.558087
Analysis finished	2023-04-12 15:15:01.552320	2023-04-12 15:15:12.525959
Duration	10.4 seconds	10.97 seconds
Software version	pandas-profiling vv3.5.0	pandas-profiling vv3.5.0
Download configuration	config.json	config.json

Unnamed: 0
Real number (ℝ)

	AB Control Group	AB Test Group
Distinct	18152	19714
Distinct (%)	100.0%	100.0%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	25069.439	24976.086

	AB Control Group	AB Test Group
Minimum	6	1
Maximum	49998	49997
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	283.6 KiB	308.0 KiB

Quantile statistics

	AB Control Group	AB Test Group
Minimum	6	1
5-th percentile	2520.75	2529.25
Q1	12560.75	12446
median	25044.5	25010.5
Q3	37692.25	37520.5
95-th percentile	47539.45	47523.4
Maximum	49998	49997
Range	49992	49996
Interquartile range (IQR)	25131.5	25074.5

Descriptive statistics

	AB Control Group	AB Test Group
Standard deviation	14457.949	14458.201
Coefficient of variation (CV)	0.57671609	0.57888175
Kurtosis	-1.2094048	-1.2011153
Mean	25069.439	24976.086
Median Absolute Deviation (MAD)	12570	12532.5
Skewness	-0.00016563059	0.0028708418
Sum	4.5506046 × 10⁸	4.9237856 × 10⁸
Variance	2.0903229 × 10⁸	2.0903956 × 10⁸
Monotonicity	Strictly increasing	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	1	< 0.1%
33503	1	< 0.1%
33522	1	< 0.1%
33520	1	< 0.1%
33519	1	< 0.1%
33508	1	< 0.1%
33506	1	< 0.1%
33504	1	< 0.1%
33497	1	< 0.1%
33533	1	< 0.1%
Other values (18142)	18142	99.9%

Value	Count	Frequency (%)
1	1	< 0.1%
33247	1	< 0.1%
33269	1	< 0.1%
33256	1	< 0.1%
33255	1	< 0.1%
33254	1	< 0.1%
33253	1	< 0.1%
33250	1	< 0.1%
33249	1	< 0.1%
33244	1	< 0.1%
Other values (19704)	19704	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6	1	< 0.1%
7	1	< 0.1%
15	1	< 0.1%
16	1	< 0.1%
18	1	< 0.1%
20	1	< 0.1%
21	1	< 0.1%
22	1	< 0.1%
25	1	< 0.1%
30	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
12	1	< 0.1%
13	1	< 0.1%
14	1	< 0.1%
33	1	< 0.1%
35	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
12	1	< 0.1%
13	1	< 0.1%
14	1	< 0.1%
33	1	< 0.1%
35	1	< 0.1%

Value	Count	Frequency (%)
6	1	< 0.1%
7	1	< 0.1%
15	1	< 0.1%
16	1	< 0.1%
18	1	< 0.1%
20	1	< 0.1%
21	1	< 0.1%
22	1	< 0.1%
25	1	< 0.1%
30	1	< 0.1%

date_crawled
Categorical

	AB Control Group	AB Test Group
Distinct	5601	5950
Distinct (%)	30.9%	30.2%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	283.6 KiB	308.0 KiB

2016-03-25 16:56	11
2016-03-27 19:46	11
2016-03-08 11:51	11
2016-03-12 15:52	11
2016-03-31 16:48	11
Other values (5596)	18097

2016-03-30 19:50	13
2016-03-05 19:49	11
2016-03-16 11:45	11
2016-03-31 20:48	11
2016-03-25 13:55	11
Other values (5945)	19657

Length

	AB Control Group	AB Test Group
Max length	16	16
Median length	16	16
Mean length	15.864918	15.872629
Min length	15	15

Characters and Unicode

	AB Control Group	AB Test Group
Total characters	287980	312913
Distinct characters	13	13
Distinct categories	4	4 ?
Distinct scripts	1	1 ?
Distinct blocks	1	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

	AB Control Group	AB Test Group
Unique	1241	1283 ?
Unique (%)	6.8%	6.5%

Sample

	AB Control Group	AB Test Group
1st row	2016-03-23 19:43	2016-04-02 14:51
2nd row	2016-03-12 13:46	2016-03-19 18:36
3rd row	2016-03-22 14:50	2016-03-09 20:59
4th row	2016-04-04 11:50	2016-03-26 15:55
5th row	2016-03-22 11:59	2016-03-29 14:47

Common Values

Value	Count	Frequency (%)
2016-03-25 16:56	11	0.1%
2016-03-27 19:46	11	0.1%
2016-03-08 11:51	11	0.1%
2016-03-12 15:52	11	0.1%
2016-03-31 16:48	11	0.1%
2016-03-31 19:55	10	0.1%
2016-03-07 19:41	10	0.1%
2016-03-12 15:43	10	0.1%
2016-04-05 0:37	10	0.1%
2016-04-04 13:52	10	0.1%
Other values (5591)	18047	99.4%

Value	Count	Frequency (%)
2016-03-30 19:50	13	0.1%
2016-03-05 19:49	11	0.1%
2016-03-16 11:45	11	0.1%
2016-03-31 20:48	11	0.1%
2016-03-25 13:55	11	0.1%
2016-04-02 23:51	11	0.1%
2016-04-01 20:54	11	0.1%
2016-03-12 17:43	10	0.1%
2016-03-12 12:45	10	0.1%
2016-03-19 18:38	10	0.1%
Other values (5940)	19605	99.4%

Length

Histogram of lengths of the category

Common Values (Plot)

AB Control Group

Number of variable categories passes threshold (config.plot.cat_freq.max_unique)

AB Test Group

Number of variable categories passes threshold (config.plot.cat_freq.max_unique)

Value	Count	Frequency (%)
2016-03-15	975	2.7%
2016-03-22	876	2.4%
2016-03-31	817	2.3%
2016-03-21	803	2.2%
2016-04-03	796	2.2%
2016-03-26	767	2.1%
2016-03-28	747	2.1%
2016-03-07	724	2.0%
2016-03-14	715	2.0%
2016-03-29	679	1.9%
Other values (679)	28405	78.2%

Value	Count	Frequency (%)
2016-03-20	1082	2.7%
2016-03-09	923	2.3%
2016-04-04	881	2.2%
2016-04-01	852	2.2%
2016-03-25	831	2.1%
2016-03-19	819	2.1%
2016-03-23	807	2.0%
2016-03-11	793	2.0%
2016-03-12	777	2.0%
2016-04-02	764	1.9%
Other values (734)	30899	78.4%

Most occurring characters

Value	Count	Frequency (%)
0	47696	16.6%
1	40973	14.2%
-	36304	12.6%
2	34012	11.8%
3	24987	8.7%
6	24152	8.4%
	18152	6.3%
:	18152	6.3%
5	13922	4.8%
4	12656	4.4%
Other values (3)	16974	5.9%

Value	Count	Frequency (%)
0	53098	17.0%
1	45344	14.5%
-	39428	12.6%
2	37150	11.9%
3	26106	8.3%
6	25522	8.2%
	19714	6.3%
:	19714	6.3%
4	14684	4.7%
5	14084	4.5%
Other values (3)	18069	5.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	215372	74.8%
Dash Punctuation	36304	12.6%
Space Separator	18152	6.3%
Other Punctuation	18152	6.3%

Value	Count	Frequency (%)
Decimal Number	234057	74.8%
Dash Punctuation	39428	12.6%
Space Separator	19714	6.3%
Other Punctuation	19714	6.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	47696	22.1%
1	40973	19.0%
2	34012	15.8%
3	24987	11.6%
6	24152	11.2%
5	13922	6.5%
4	12656	5.9%
7	6098	2.8%
8	5543	2.6%
9	5333	2.5%

Value	Count	Frequency (%)
0	53098	22.7%
1	45344	19.4%
2	37150	15.9%
3	26106	11.2%
6	25522	10.9%
4	14684	6.3%
5	14084	6.0%
7	6216	2.7%
8	5998	2.6%
9	5855	2.5%

Dash Punctuation

Value	Count	Frequency (%)
-	36304	100.0%

Value	Count	Frequency (%)
-	39428	100.0%

Space Separator

Value	Count	Frequency (%)
	18152	100.0%

Value	Count	Frequency (%)
	19714	100.0%

Other Punctuation

Value	Count	Frequency (%)
:	18152	100.0%

Value	Count	Frequency (%)
:	19714	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	287980	100.0%

Value	Count	Frequency (%)
Common	312913	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	47696	16.6%
1	40973	14.2%
-	36304	12.6%
2	34012	11.8%
3	24987	8.7%
6	24152	8.4%
	18152	6.3%
:	18152	6.3%
5	13922	4.8%
4	12656	4.4%
Other values (3)	16974	5.9%

Value	Count	Frequency (%)
0	53098	17.0%
1	45344	14.5%
-	39428	12.6%
2	37150	11.9%
3	26106	8.3%
6	25522	8.2%
	19714	6.3%
:	19714	6.3%
4	14684	4.7%
5	14084	4.5%
Other values (3)	18069	5.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	287980	100.0%

Value	Count	Frequency (%)
ASCII	312913	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	47696	16.6%
1	40973	14.2%
-	36304	12.6%
2	34012	11.8%
3	24987	8.7%
6	24152	8.4%
	18152	6.3%
:	18152	6.3%
5	13922	4.8%
4	12656	4.4%
Other values (3)	16974	5.9%

Value	Count	Frequency (%)
0	53098	17.0%
1	45344	14.5%
-	39428	12.6%
2	37150	11.9%
3	26106	8.3%
6	25522	8.2%
	19714	6.3%
:	19714	6.3%
4	14684	4.7%
5	14084	4.5%
Other values (3)	18069	5.8%

car_name
Categorical

	AB Control Group	AB Test Group
Distinct	14695	15745
Distinct (%)	81.0%	79.9%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	283.6 KiB	308.0 KiB

BMW_318i	51
Volkswagen_Golf_1.4	37
BMW_320i	34
BMW_316i	29
Volkswagen_Polo	27
Other values (14690)	17974

Volkswagen_Golf_1.4	53
BMW_318i	41
BMW_320i	37
BMW_116i	35
Volkswagen_Polo_1.2	35
Other values (15740)	19513

Length

	AB Control Group	AB Test Group
Max length	68	67
Median length	48	47
Mean length	32.751157	32.699959
Min length	6	6

Characters and Unicode

	AB Control Group	AB Test Group
Total characters	594499	644647
Distinct characters	101	105
Distinct categories	9	14 ?
Distinct scripts	2	2 ?
Distinct blocks	2	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

	AB Control Group	AB Test Group
Unique	13319	14202 ?
Unique (%)	73.4%	72.0%

Sample

	AB Control Group	AB Test Group
1st row	Ford_Mondeo_V6_170_PS	Astra_G_Cabrio_Turbo_235_PS
2nd row	BMW_320d_DPF_Touring	Fiat_Grande_Punto_1.2_8V__MIT_2_JAHREN_GARANTIE
3rd row	Hyundai_i30_1.6_CRDi_Edition_20	Volvo_XC60_D5_AWD_Aut.
4th row	Mercedes_Benz_E_320_T_CDI_Avantgarde__Vollausstattung	Kombi_Technisch_super_in_Schuss
5th row	BMW_120d_DPF_Bus._Navi__Harman&Kardon__Schiebedach	Audi_A4_1.9_TDI_quattro_Delphingrau

Common Values

Value	Count	Frequency (%)
BMW_318i	51	0.3%
Volkswagen_Golf_1.4	37	0.2%
BMW_320i	34	0.2%
BMW_316i	29	0.2%
Volkswagen_Polo	27	0.1%
Opel_Corsa_1.0_12V	26	0.1%
Opel_Corsa	25	0.1%
Volkswagen_Golf_1.6	24	0.1%
MINI_Mini_One	24	0.1%
Audi_A6_Avant_2.5_TDI	23	0.1%
Other values (14685)	17852	98.3%

Value	Count	Frequency (%)
Volkswagen_Golf_1.4	53	0.3%
BMW_318i	41	0.2%
BMW_320i	37	0.2%
BMW_116i	35	0.2%
Volkswagen_Polo_1.2	35	0.2%
Volkswagen_Polo	34	0.2%
BMW_316i	32	0.2%
Opel_Corsa	30	0.2%
Volkswagen_Golf	30	0.2%
Volkswagen_Golf_1.6	27	0.1%
Other values (15735)	19360	98.2%

Length

Histogram of lengths of the category

Common Values (Plot)

AB Control Group

Number of variable categories passes threshold (config.plot.cat_freq.max_unique)

AB Test Group

Number of variable categories passes threshold (config.plot.cat_freq.max_unique)

Value	Count	Frequency (%)
bmw_318i	51	0.3%
volkswagen_golf_1.4	37	0.2%
bmw_320i	34	0.2%
bmw_316i	30	0.2%
opel_corsa	29	0.2%
ford_fiesta	27	0.1%
volkswagen_polo	27	0.1%
opel_corsa_1.0_12v	27	0.1%
volkswagen_golf_1.6	24	0.1%
mini_mini_one	24	0.1%
Other values (14496)	17842	98.3%

Value	Count	Frequency (%)
volkswagen_golf_1.4	53	0.3%
bmw_318i	41	0.2%
bmw_320i	37	0.2%
bmw_116i	36	0.2%
volkswagen_polo_1.2	35	0.2%
volkswagen_polo	34	0.2%
opel_corsa	33	0.2%
bmw_316i	32	0.2%
volkswagen_golf	30	0.2%
ford_fiesta	28	0.1%
Other values (15500)	19355	98.2%

Most occurring characters

Value	Count	Frequency (%)
_	93532	15.7%
e	38504	6.5%
a	29288	4.9%
o	25800	4.3%
i	24515	4.1%
t	22492	3.8%
n	21810	3.7%
r	21399	3.6%
l	17125	2.9%
u	15619	2.6%
Other values (91)	284415	47.8%

Value	Count	Frequency (%)
_	101485	15.7%
e	41588	6.5%
a	31812	4.9%
o	28242	4.4%
i	27092	4.2%
t	24884	3.9%
n	23846	3.7%
r	23089	3.6%
l	18598	2.9%
u	16993	2.6%
Other values (95)	307018	47.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	309864	52.1%
Uppercase Letter	120884	20.3%
Connector Punctuation	93532	15.7%
Decimal Number	54408	9.2%
Other Punctuation	15240	2.6%
Math Symbol	509	0.1%
Control	50	< 0.1%
Modifier Symbol	10	< 0.1%
Other Number	2	< 0.1%

Value	Count	Frequency (%)
Lowercase Letter	337529	52.4%
Uppercase Letter	129659	20.1%
Connector Punctuation	101485	15.7%
Decimal Number	59214	9.2%
Other Punctuation	16181	2.5%
Math Symbol	482	0.1%
Control	62	< 0.1%
Modifier Symbol	27	< 0.1%
Other Number	3	< 0.1%
Other Symbol	1	< 0.1%
Other values (4)	4	< 0.1%

Most frequent character per category

Connector Punctuation

Value	Count	Frequency (%)
_	93532	100.0%

Value	Count	Frequency (%)
_	101485	100.0%

Lowercase Letter

Value	Count	Frequency (%)
e	38504	12.4%
a	29288	9.5%
o	25800	8.3%
i	24515	7.9%
t	22492	7.3%
n	21810	7.0%
r	21399	6.9%
l	17125	5.5%
u	15619	5.0%
s	15385	5.0%
Other values (22)	77927	25.1%

Value	Count	Frequency (%)
e	41588	12.3%
a	31812	9.4%
o	28242	8.4%
i	27092	8.0%
t	24884	7.4%
n	23846	7.1%
r	23089	6.8%
l	18598	5.5%
u	16993	5.0%
s	16561	4.9%
Other values (21)	84824	25.1%

Decimal Number

Value	Count	Frequency (%)
1	11936	21.9%
0	10402	19.1%
2	8869	16.3%
6	4721	8.7%
3	4624	8.5%
4	3940	7.2%
5	3217	5.9%
8	2755	5.1%
7	2209	4.1%
9	1735	3.2%

Value	Count	Frequency (%)
1	12995	21.9%
0	11329	19.1%
2	9666	16.3%
6	5087	8.6%
3	4932	8.3%
4	4356	7.4%
5	3571	6.0%
8	2993	5.1%
7	2301	3.9%
9	1984	3.4%

Uppercase Letter

Value	Count	Frequency (%)
T	11223	9.3%
A	9653	8.0%
S	8334	6.9%
V	8320	6.9%
C	8249	6.8%
M	7285	6.0%
D	7126	5.9%
I	6363	5.3%
P	5961	4.9%
B	5479	4.5%
Other values (22)	42891	35.5%

Value	Count	Frequency (%)
T	11863	9.1%
A	10482	8.1%
S	8980	6.9%
V	8939	6.9%
C	8744	6.7%
M	7967	6.1%
D	7753	6.0%
I	6852	5.3%
P	6462	5.0%
B	6078	4.7%
Other values (20)	45539	35.1%

Other Punctuation

Value	Count	Frequency (%)
.	10478	68.8%
/	1960	12.9%
!	1565	10.3%
*	653	4.3%
"	239	1.6%
&	169	1.1%
?	67	0.4%
:	53	0.3%
;	37	0.2%
#	8	0.1%
Other values (4)	11	0.1%

Value	Count	Frequency (%)
.	11377	70.3%
/	1940	12.0%
!	1547	9.6%
*	690	4.3%
"	273	1.7%
&	194	1.2%
?	59	0.4%
:	45	0.3%
;	32	0.2%
#	13	0.1%
Other values (3)	11	0.1%

Math Symbol

Value	Count	Frequency (%)
+	376	73.9%
\|	66	13.0%
~	35	6.9%
>	16	3.1%
<	12	2.4%
=	4	0.8%

Value	Count	Frequency (%)
+	376	78.0%
\|	56	11.6%
~	37	7.7%
×	6	1.2%
>	4	0.8%
<	2	0.4%
=	1	0.2%

Control

Value	Count	Frequency (%)
	38	76.0%
	5	10.0%
	4	8.0%
	3	6.0%

Value	Count	Frequency (%)
	43	69.4%
	11	17.7%
	7	11.3%
	1	1.6%

Modifier Symbol

Value	Count	Frequency (%)
´	10	100.0%

Value	Count	Frequency (%)
´	20	74.1%
^	5	18.5%
`	2	7.4%

Other Number

Value	Count	Frequency (%)
³	2	100.0%

Value	Count	Frequency (%)
³	3	100.0%

Other Symbol

Value	Count	Frequency (%)
°	1	100.0%

Final Punctuation

Value	Count	Frequency (%)
»	1	100.0%

Initial Punctuation

Value	Count	Frequency (%)
«	1	100.0%

Open Punctuation

Value	Count	Frequency (%)
[	1	100.0%

Close Punctuation

Value	Count	Frequency (%)
]	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	430748	72.5%
Common	163751	27.5%

Value	Count	Frequency (%)
Latin	467188	72.5%
Common	177459	27.5%

Most frequent character per script

Common

Value	Count	Frequency (%)
_	93532	57.1%
1	11936	7.3%
.	10478	6.4%
0	10402	6.4%
2	8869	5.4%
6	4721	2.9%
3	4624	2.8%
4	3940	2.4%
5	3217	2.0%
8	2755	1.7%
Other values (27)	9277	5.7%

Value	Count	Frequency (%)
_	101485	57.2%
1	12995	7.3%
.	11377	6.4%
0	11329	6.4%
2	9666	5.4%
6	5087	2.9%
3	4932	2.8%
4	4356	2.5%
5	3571	2.0%
8	2993	1.7%
Other values (34)	9668	5.4%

Latin

Value	Count	Frequency (%)
e	38504	8.9%
a	29288	6.8%
o	25800	6.0%
i	24515	5.7%
t	22492	5.2%
n	21810	5.1%
r	21399	5.0%
l	17125	4.0%
u	15619	3.6%
s	15385	3.6%
Other values (54)	198811	46.2%

Value	Count	Frequency (%)
e	41588	8.9%
a	31812	6.8%
o	28242	6.0%
i	27092	5.8%
t	24884	5.3%
n	23846	5.1%
r	23089	4.9%
l	18598	4.0%
u	16993	3.6%
s	16561	3.5%
Other values (51)	214483	45.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	592856	99.7%
None	1643	0.3%

Value	Count	Frequency (%)
ASCII	642911	99.7%
None	1736	0.3%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
_	93532	15.8%
e	38504	6.5%
a	29288	4.9%
o	25800	4.4%
i	24515	4.1%
t	22492	3.8%
n	21810	3.7%
r	21399	3.6%
l	17125	2.9%
u	15619	2.6%
Other values (72)	282772	47.7%

Value	Count	Frequency (%)
_	101485	15.8%
e	41588	6.5%
a	31812	4.9%
o	28242	4.4%
i	27092	4.2%
t	24884	3.9%
n	23846	3.7%
r	23089	3.6%
l	18598	2.9%
u	16993	2.6%
Other values (75)	305282	47.5%

None

Value	Count	Frequency (%)
Ü	1335	81.3%
ë	173	10.5%
	38	2.3%
é	33	2.0%
Ä	15	0.9%
´	10	0.6%
Ö	8	0.5%
	5	0.3%
	4	0.2%
è	3	0.2%
Other values (9)	19	1.2%

Value	Count	Frequency (%)
Ü	1381	79.6%
ë	179	10.3%
é	48	2.8%
	43	2.5%
´	20	1.2%
Ä	15	0.9%
Ö	13	0.7%
	11	0.6%
	7	0.4%
×	6	0.3%
Other values (10)	13	0.7%

price_EUR
Real number (ℝ)

	AB Control Group	AB Test Group
Distinct	1559	1568
Distinct (%)	8.6%	8.0%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	6874.776	6804.5481

	AB Control Group	AB Test Group
Minimum	500	500
Maximum	820000	600000
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	283.6 KiB	308.0 KiB

Quantile statistics

	AB Control Group	AB Test Group
Minimum	500	500
5-th percentile	700	700
Q1	1750	1700
median	3950	3950
Q3	8500	8599
95-th percentile	21763.5	21500
Maximum	820000	600000
Range	819500	599500
Interquartile range (IQR)	6750	6899

Descriptive statistics

	AB Control Group	AB Test Group
Standard deviation	12661.817	10561.905
Coefficient of variation (CV)	1.8417789	1.5521832
Kurtosis	1550.2578	811.57384
Mean	6874.776	6804.5481
Median Absolute Deviation (MAD)	2700	2700
Skewness	29.539948	18.643861
Sum	1.2479093 × 10⁸	1.3414486 × 10⁸
Variance	1.6032161 × 10⁸	1.1155384 × 10⁸
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
500	260	1.4%
1500	259	1.4%
1200	231	1.3%
2500	225	1.2%
1000	219	1.2%
3500	201	1.1%
800	188	1.0%
2000	184	1.0%
650	168	0.9%
4500	166	0.9%
Other values (1549)	16051	88.4%

Value	Count	Frequency (%)
1500	270	1.4%
500	269	1.4%
2500	251	1.3%
1200	241	1.2%
1000	208	1.1%
800	197	1.0%
3500	182	0.9%
2000	179	0.9%
999	176	0.9%
600	172	0.9%
Other values (1558)	17569	89.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
500	260	1.4%
501	1	< 0.1%
510	1	< 0.1%
520	1	< 0.1%
530	2	< 0.1%
540	1	< 0.1%
549	7	< 0.1%
550	125	0.7%
555	8	< 0.1%
570	1	< 0.1%

Value	Count	Frequency (%)
500	269	1.4%
520	1	< 0.1%
525	1	< 0.1%
530	2	< 0.1%
540	1	< 0.1%
545	1	< 0.1%
549	7	< 0.1%
550	101	0.5%
555	14	0.1%
560	5	< 0.1%

Value	Count	Frequency (%)
500	269	1.5%
520	1	< 0.1%
525	1	< 0.1%
530	2	< 0.1%
540	1	< 0.1%
545	1	< 0.1%
549	7	< 0.1%
550	101	0.6%
555	14	0.1%
560	5	< 0.1%

Value	Count	Frequency (%)
500	260	1.3%
501	1	< 0.1%
510	1	< 0.1%
520	1	< 0.1%
530	2	< 0.1%
540	1	< 0.1%
549	7	< 0.1%
550	125	0.6%
555	8	< 0.1%
570	1	< 0.1%

ab_test
Categorical

	AB Control Group	AB Test Group
Distinct	1	1
Distinct (%)	< 0.1%	< 0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	283.6 KiB	308.0 KiB

control	18152

test	19714

Length

	AB Control Group	AB Test Group
Max length	7	4
Median length	7	4
Mean length	7	4
Min length	7	4

Characters and Unicode

	AB Control Group	AB Test Group
Total characters	127064	78856
Distinct characters	6	3
Distinct categories	1	1 ?
Distinct scripts	1	1 ?
Distinct blocks	1	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

	AB Control Group	AB Test Group
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	AB Control Group	AB Test Group
1st row	control	test
2nd row	control	test
3rd row	control	test
4th row	control	test
5th row	control	test

Common Values

Value	Count	Frequency (%)
control	18152	100.0%

Value	Count	Frequency (%)
test	19714	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

AB Control Group

AB Test Group

Value	Count	Frequency (%)
control	18152	100.0%

Value	Count	Frequency (%)
test	19714	100.0%

Most occurring characters

Value	Count	Frequency (%)
o	36304	28.6%
c	18152	14.3%
n	18152	14.3%
t	18152	14.3%
r	18152	14.3%
l	18152	14.3%

Value	Count	Frequency (%)
t	39428	50.0%
e	19714	25.0%
s	19714	25.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	127064	100.0%

Value	Count	Frequency (%)
Lowercase Letter	78856	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	36304	28.6%
c	18152	14.3%
n	18152	14.3%
t	18152	14.3%
r	18152	14.3%
l	18152	14.3%

Value	Count	Frequency (%)
t	39428	50.0%
e	19714	25.0%
s	19714	25.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	127064	100.0%

Value	Count	Frequency (%)
Latin	78856	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	36304	28.6%
c	18152	14.3%
n	18152	14.3%
t	18152	14.3%
r	18152	14.3%
l	18152	14.3%

Value	Count	Frequency (%)
t	39428	50.0%
e	19714	25.0%
s	19714	25.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	127064	100.0%

Value	Count	Frequency (%)
ASCII	78856	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	36304	28.6%
c	18152	14.3%
n	18152	14.3%
t	18152	14.3%
r	18152	14.3%
l	18152	14.3%

Value	Count	Frequency (%)
t	39428	50.0%
e	19714	25.0%
s	19714	25.0%

vehicle_type
Categorical

	AB Control Group	AB Test Group
Distinct	9	9
Distinct (%)	< 0.1%	< 0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	283.6 KiB	308.0 KiB

limousine	5234
kleinwagen	3813
kombi	3634
bus	1688
cabrio	1342
Other values (4)	2441

limousine	5812
kleinwagen	4164
kombi	3981
bus	1811
cabrio	1369
Other values (4)	2577

Length

	AB Control Group	AB Test Group
Max length	10	10
Median length	9	9
Mean length	7.05184	7.0771026
Min length	3	3

Characters and Unicode

	AB Control Group	AB Test Group
Total characters	128005	139518
Distinct characters	19	19
Distinct categories	2	2 ?
Distinct scripts	1	1 ?
Distinct blocks	1	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

	AB Control Group	AB Test Group
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	AB Control Group	AB Test Group
1st row	limousine	cabrio
2nd row	kombi	kleinwagen
3rd row	limousine	suv
4th row	kombi	kombi
5th row	limousine	limousine

Common Values

Value	Count	Frequency (%)
limousine	5234	28.8%
kleinwagen	3813	21.0%
kombi	3634	20.0%
bus	1688	9.3%
cabrio	1342	7.4%
coupe	1074	5.9%
suv	830	4.6%
Unknown	401	2.2%
andere	136	0.7%

Value	Count	Frequency (%)
limousine	5812	29.5%
kleinwagen	4164	21.1%
kombi	3981	20.2%
bus	1811	9.2%
cabrio	1369	6.9%
coupe	1066	5.4%
suv	932	4.7%
Unknown	418	2.1%
andere	161	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

AB Control Group

AB Test Group

Value	Count	Frequency (%)
limousine	5234	28.8%
kleinwagen	3813	21.0%
kombi	3634	20.0%
bus	1688	9.3%
cabrio	1342	7.4%
coupe	1074	5.9%
suv	830	4.6%
unknown	401	2.2%
andere	136	0.7%

Value	Count	Frequency (%)
limousine	5812	29.5%
kleinwagen	4164	21.1%
kombi	3981	20.2%
bus	1811	9.2%
cabrio	1369	6.9%
coupe	1066	5.4%
suv	932	4.7%
unknown	418	2.1%
andere	161	0.8%

Most occurring characters

Value	Count	Frequency (%)
i	19257	15.0%
e	14206	11.1%
n	14199	11.1%
o	11685	9.1%
l	9047	7.1%
m	8868	6.9%
u	8826	6.9%
k	7848	6.1%
s	7752	6.1%
b	6664	5.2%
Other values (9)	19653	15.4%

Value	Count	Frequency (%)
i	21138	15.2%
n	15555	11.1%
e	15528	11.1%
o	12646	9.1%
l	9976	7.2%
m	9793	7.0%
u	9621	6.9%
k	8563	6.1%
s	8555	6.1%
b	7161	5.1%
Other values (9)	20982	15.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	127604	99.7%
Uppercase Letter	401	0.3%

Value	Count	Frequency (%)
Lowercase Letter	139100	99.7%
Uppercase Letter	418	0.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	19257	15.1%
e	14206	11.1%
n	14199	11.1%
o	11685	9.2%
l	9047	7.1%
m	8868	6.9%
u	8826	6.9%
k	7848	6.2%
s	7752	6.1%
b	6664	5.2%
Other values (8)	19252	15.1%

Value	Count	Frequency (%)
i	21138	15.2%
n	15555	11.2%
e	15528	11.2%
o	12646	9.1%
l	9976	7.2%
m	9793	7.0%
u	9621	6.9%
k	8563	6.2%
s	8555	6.2%
b	7161	5.1%
Other values (8)	20564	14.8%

Uppercase Letter

Value	Count	Frequency (%)
U	401	100.0%

Value	Count	Frequency (%)
U	418	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	128005	100.0%

Value	Count	Frequency (%)
Latin	139518	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	19257	15.0%
e	14206	11.1%
n	14199	11.1%
o	11685	9.1%
l	9047	7.1%
m	8868	6.9%
u	8826	6.9%
k	7848	6.1%
s	7752	6.1%
b	6664	5.2%
Other values (9)	19653	15.4%

Value	Count	Frequency (%)
i	21138	15.2%
n	15555	11.1%
e	15528	11.1%
o	12646	9.1%
l	9976	7.2%
m	9793	7.0%
u	9621	6.9%
k	8563	6.1%
s	8555	6.1%
b	7161	5.1%
Other values (9)	20982	15.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	128005	100.0%

Value	Count	Frequency (%)
ASCII	139518	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
i	19257	15.0%
e	14206	11.1%
n	14199	11.1%
o	11685	9.1%
l	9047	7.1%
m	8868	6.9%
u	8826	6.9%
k	7848	6.1%
s	7752	6.1%
b	6664	5.2%
Other values (9)	19653	15.4%

Value	Count	Frequency (%)
i	21138	15.2%
n	15555	11.1%
e	15528	11.1%
o	12646	9.1%
l	9976	7.2%
m	9793	7.0%
u	9621	6.9%
k	8563	6.1%
s	8555	6.1%
b	7161	5.1%
Other values (9)	20982	15.0%

registration_year
Real number (ℝ)

	AB Control Group	AB Test Group
Distinct	66	67
Distinct (%)	0.4%	0.3%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	2003.5598	2003.5012

	AB Control Group	AB Test Group
Minimum	1929	1930
Maximum	2016	2016
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	283.6 KiB	308.0 KiB

Quantile statistics

	AB Control Group	AB Test Group
Minimum	1929	1930
5-th percentile	1994	1993
Q1	2000	2000
median	2004	2004
Q3	2008	2008
95-th percentile	2013	2013
Maximum	2016	2016
Range	87	86
Interquartile range (IQR)	8	8

Descriptive statistics

	AB Control Group	AB Test Group
Standard deviation	6.6718128	6.774354
Coefficient of variation (CV)	0.0033299793	0.0033812577
Kurtosis	7.7015422	7.0794329
Mean	2003.5598	2003.5012
Median Absolute Deviation (MAD)	4	4
Skewness	-1.4814918	-1.5132514
Sum	36368618	39497023
Variance	44.513086	45.891872
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2006	1248	6.9%
2005	1211	6.7%
2003	1158	6.4%
2001	1110	6.1%
2002	1087	6.0%
1999	1077	5.9%
2004	1073	5.9%
2000	1021	5.6%
2007	996	5.5%
2008	959	5.3%
Other values (56)	7212	39.7%

Value	Count	Frequency (%)
2005	1355	6.9%
2004	1237	6.3%
2006	1213	6.2%
1999	1185	6.0%
2002	1172	5.9%
2007	1156	5.9%
2000	1147	5.8%
2003	1118	5.7%
2001	1114	5.7%
2008	1027	5.2%
Other values (57)	7990	40.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1929	1	< 0.1%
1931	1	< 0.1%
1932	1	< 0.1%
1938	1	< 0.1%
1945	1	< 0.1%
1947	1	< 0.1%
1950	1	< 0.1%
1957	1	< 0.1%
1959	2	< 0.1%
1960	5	< 0.1%

Value	Count	Frequency (%)
1930	1	< 0.1%
1935	1	< 0.1%
1939	1	< 0.1%
1951	2	< 0.1%
1952	1	< 0.1%
1954	1	< 0.1%
1956	2	< 0.1%
1957	2	< 0.1%
1958	4	< 0.1%
1959	3	< 0.1%

Value	Count	Frequency (%)
1930	1	< 0.1%
1935	1	< 0.1%
1939	1	< 0.1%
1951	2	< 0.1%
1952	1	< 0.1%
1954	1	< 0.1%
1956	2	< 0.1%
1957	2	< 0.1%
1958	4	< 0.1%
1959	3	< 0.1%

Value	Count	Frequency (%)
1929	1	< 0.1%
1931	1	< 0.1%
1932	1	< 0.1%
1938	1	< 0.1%
1945	1	< 0.1%
1947	1	< 0.1%
1950	1	< 0.1%
1957	1	< 0.1%
1959	2	< 0.1%
1960	5	< 0.1%

transmission
Categorical

	AB Control Group	AB Test Group
Distinct	3	3
Distinct (%)	< 0.1%	< 0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	283.6 KiB	308.0 KiB

manuell	13625
automatik	4314
Unknown	213

manuell	14856
automatik	4605
Unknown	253

Length

	AB Control Group	AB Test Group
Max length	9	9
Median length	7	7
Mean length	7.4753195	7.4671807
Min length	7	7

Characters and Unicode

	AB Control Group	AB Test Group
Total characters	135692	147208
Distinct characters	12	12
Distinct categories	2	2 ?
Distinct scripts	1	1 ?
Distinct blocks	1	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

	AB Control Group	AB Test Group
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	AB Control Group	AB Test Group
1st row	automatik	manuell
2nd row	manuell	manuell
3rd row	manuell	automatik
4th row	automatik	manuell
5th row	manuell	manuell

Common Values

Value	Count	Frequency (%)
manuell	13625	75.1%
automatik	4314	23.8%
Unknown	213	1.2%

Value	Count	Frequency (%)
manuell	14856	75.4%
automatik	4605	23.4%
Unknown	253	1.3%

Length

Histogram of lengths of the category

Common Values (Plot)

AB Control Group

AB Test Group

Value	Count	Frequency (%)
manuell	13625	75.1%
automatik	4314	23.8%
unknown	213	1.2%

Value	Count	Frequency (%)
manuell	14856	75.4%
automatik	4605	23.4%
unknown	253	1.3%

Most occurring characters

Value	Count	Frequency (%)
l	27250	20.1%
a	22253	16.4%
m	17939	13.2%
u	17939	13.2%
n	14264	10.5%
e	13625	10.0%
t	8628	6.4%
o	4527	3.3%
k	4527	3.3%
i	4314	3.2%
Other values (2)	426	0.3%

Value	Count	Frequency (%)
l	29712	20.2%
a	24066	16.3%
m	19461	13.2%
u	19461	13.2%
n	15615	10.6%
e	14856	10.1%
t	9210	6.3%
o	4858	3.3%
k	4858	3.3%
i	4605	3.1%
Other values (2)	506	0.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	135479	99.8%
Uppercase Letter	213	0.2%

Value	Count	Frequency (%)
Lowercase Letter	146955	99.8%
Uppercase Letter	253	0.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
l	27250	20.1%
a	22253	16.4%
m	17939	13.2%
u	17939	13.2%
n	14264	10.5%
e	13625	10.1%
t	8628	6.4%
o	4527	3.3%
k	4527	3.3%
i	4314	3.2%

Value	Count	Frequency (%)
l	29712	20.2%
a	24066	16.4%
m	19461	13.2%
u	19461	13.2%
n	15615	10.6%
e	14856	10.1%
t	9210	6.3%
o	4858	3.3%
k	4858	3.3%
i	4605	3.1%

Uppercase Letter

Value	Count	Frequency (%)
U	213	100.0%

Value	Count	Frequency (%)
U	253	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	135692	100.0%

Value	Count	Frequency (%)
Latin	147208	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
l	27250	20.1%
a	22253	16.4%
m	17939	13.2%
u	17939	13.2%
n	14264	10.5%
e	13625	10.0%
t	8628	6.4%
o	4527	3.3%
k	4527	3.3%
i	4314	3.2%
Other values (2)	426	0.3%

Value	Count	Frequency (%)
l	29712	20.2%
a	24066	16.3%
m	19461	13.2%
u	19461	13.2%
n	15615	10.6%
e	14856	10.1%
t	9210	6.3%
o	4858	3.3%
k	4858	3.3%
i	4605	3.1%
Other values (2)	506	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	135692	100.0%

Value	Count	Frequency (%)
ASCII	147208	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
l	27250	20.1%
a	22253	16.4%
m	17939	13.2%
u	17939	13.2%
n	14264	10.5%
e	13625	10.0%
t	8628	6.4%
o	4527	3.3%
k	4527	3.3%
i	4314	3.2%
Other values (2)	426	0.3%

Value	Count	Frequency (%)
l	29712	20.2%
a	24066	16.3%
m	19461	13.2%
u	19461	13.2%
n	15615	10.6%
e	14856	10.1%
t	9210	6.3%
o	4858	3.3%
k	4858	3.3%
i	4605	3.1%
Other values (2)	506	0.3%

power_ps
Real number (ℝ)

	AB Control Group	AB Test Group
Distinct	344	331
Distinct (%)	1.9%	1.7%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	130.29958	129.00457

	AB Control Group	AB Test Group
Minimum	1	3
Maximum	1399	1403
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	283.6 KiB	308.0 KiB

Quantile statistics

	AB Control Group	AB Test Group
Minimum	1	3
5-th percentile	58	58
Q1	86	86
median	116	116
Q3	160	155
95-th percentile	239	239
Maximum	1399	1403
Range	1398	1400
Interquartile range (IQR)	74	69

Descriptive statistics

	AB Control Group	AB Test Group
Standard deviation	65.115626	64.181775
Coefficient of variation (CV)	0.4997378	0.49751553
Kurtosis	27.32703	30.276162
Mean	130.29958	129.00457
Median Absolute Deviation (MAD)	34	34
Skewness	2.8517538	2.926974
Sum	2365198	2543196
Variance	4240.0448	4119.3002
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
75	1155	6.4%
150	847	4.7%
140	830	4.6%
60	748	4.1%
116	716	3.9%
101	676	3.7%
90	653	3.6%
170	614	3.4%
105	598	3.3%
163	386	2.1%
Other values (334)	10929	60.2%

Value	Count	Frequency (%)
75	1326	6.7%
150	929	4.7%
140	901	4.6%
60	837	4.2%
101	797	4.0%
116	747	3.8%
105	689	3.5%
90	678	3.4%
170	673	3.4%
136	428	2.2%
Other values (321)	11709	59.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	< 0.1%
4	2	< 0.1%
5	6	< 0.1%
11	1	< 0.1%
12	1	< 0.1%
15	1	< 0.1%
17	1	< 0.1%
18	3	< 0.1%
20	1	< 0.1%
23	2	< 0.1%

Value	Count	Frequency (%)
3	1	< 0.1%
4	1	< 0.1%
5	2	< 0.1%
6	1	< 0.1%
10	1	< 0.1%
11	2	< 0.1%
14	1	< 0.1%
17	1	< 0.1%
18	3	< 0.1%
19	1	< 0.1%

Value	Count	Frequency (%)
3	1	< 0.1%
4	1	< 0.1%
5	2	< 0.1%
6	1	< 0.1%
10	1	< 0.1%
11	2	< 0.1%
14	1	< 0.1%
17	1	< 0.1%
18	3	< 0.1%
19	1	< 0.1%

Value	Count	Frequency (%)
1	2	< 0.1%
4	2	< 0.1%
5	6	< 0.1%
11	1	< 0.1%
12	1	< 0.1%
15	1	< 0.1%
17	1	< 0.1%
18	3	< 0.1%
20	1	< 0.1%
23	2	< 0.1%

model
Categorical

	AB Control Group	AB Test Group
Distinct	241	241
Distinct (%)	1.3%	1.2%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	283.6 KiB	308.0 KiB

golf	1501
andere	1291
3er	1083
Unknown	594
a4	552
Other values (236)	13131

golf	1616
andere	1427
3er	1177
polo	635
a4	601
Other values (236)	14258

Length

	AB Control Group	AB Test Group
Max length	18	18
Median length	11	11
Mean length	5.1005399	5.10769
Min length	2	2

Characters and Unicode

	AB Control Group	AB Test Group
Total characters	92585	100693
Distinct characters	38	38
Distinct categories	4	4 ?
Distinct scripts	2	2 ?
Distinct blocks	1	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

	AB Control Group	AB Test Group
Unique	6	6 ?
Unique (%)	< 0.1%	< 0.1%

Sample

	AB Control Group	AB Test Group
1st row	mondeo	astra
2nd row	3er	andere
3rd row	i_reihe	xc_reihe
4th row	e_klasse	mondeo
5th row	1er	a4

Common Values

Value	Count	Frequency (%)
golf	1501	8.3%
andere	1291	7.1%
3er	1083	6.0%
Unknown	594	3.3%
a4	552	3.0%
polo	537	3.0%
corsa	531	2.9%
passat	510	2.8%
astra	494	2.7%
5er	472	2.6%
Other values (231)	10587	58.3%

Value	Count	Frequency (%)
golf	1616	8.2%
andere	1427	7.2%
3er	1177	6.0%
polo	635	3.2%
a4	601	3.0%
passat	601	3.0%
Unknown	595	3.0%
corsa	567	2.9%
astra	546	2.8%
5er	537	2.7%
Other values (231)	11412	57.9%

Length

Histogram of lengths of the category

Common Values (Plot)

AB Control Group

Number of variable categories passes threshold (config.plot.cat_freq.max_unique)

AB Test Group

Number of variable categories passes threshold (config.plot.cat_freq.max_unique)

Value	Count	Frequency (%)
golf	1501	8.3%
andere	1291	7.1%
3er	1083	6.0%
unknown	594	3.3%
a4	552	3.0%
polo	537	3.0%
corsa	531	2.9%
passat	510	2.8%
astra	494	2.7%
5er	472	2.6%
Other values (231)	10587	58.3%

Value	Count	Frequency (%)
golf	1616	8.2%
andere	1427	7.2%
3er	1177	6.0%
polo	635	3.2%
a4	601	3.0%
passat	601	3.0%
unknown	595	3.0%
corsa	567	2.9%
astra	546	2.8%
5er	537	2.7%
Other values (231)	11412	57.9%

Most occurring characters

Value	Count	Frequency (%)
a	11166	12.1%
e	10980	11.9%
r	8422	9.1%
o	7683	8.3%
s	6814	7.4%
n	5222	5.6%
l	4541	4.9%
t	3949	4.3%
i	3698	4.0%
c	3236	3.5%
Other values (28)	26874	29.0%

Value	Count	Frequency (%)
a	12236	12.2%
e	11985	11.9%
r	9254	9.2%
o	8533	8.5%
s	7332	7.3%
n	5595	5.6%
l	4956	4.9%
t	4293	4.3%
i	4013	4.0%
c	3445	3.4%
Other values (28)	29051	28.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	84446	91.2%
Decimal Number	5063	5.5%
Connector Punctuation	2482	2.7%
Uppercase Letter	594	0.6%

Value	Count	Frequency (%)
Lowercase Letter	91902	91.3%
Decimal Number	5555	5.5%
Connector Punctuation	2641	2.6%
Uppercase Letter	595	0.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	11166	13.2%
e	10980	13.0%
r	8422	10.0%
o	7683	9.1%
s	6814	8.1%
n	5222	6.2%
l	4541	5.4%
t	3949	4.7%
i	3698	4.4%
c	3236	3.8%
Other values (16)	18735	22.2%

Value	Count	Frequency (%)
a	12236	13.3%
e	11985	13.0%
r	9254	10.1%
o	8533	9.3%
s	7332	8.0%
n	5595	6.1%
l	4956	5.4%
t	4293	4.7%
i	4013	4.4%
c	3445	3.7%
Other values (16)	20260	22.0%

Connector Punctuation

Value	Count	Frequency (%)
_	2482	100.0%

Value	Count	Frequency (%)
_	2641	100.0%

Decimal Number

Value	Count	Frequency (%)
3	1667	32.9%
5	738	14.6%
4	675	13.3%
1	532	10.5%
6	483	9.5%
0	331	6.5%
2	302	6.0%
7	158	3.1%
8	102	2.0%
9	75	1.5%

Value	Count	Frequency (%)
3	1768	31.8%
5	818	14.7%
4	743	13.4%
1	656	11.8%
6	522	9.4%
0	388	7.0%
2	310	5.6%
7	156	2.8%
8	100	1.8%
9	94	1.7%

Uppercase Letter

Value	Count	Frequency (%)
U	594	100.0%

Value	Count	Frequency (%)
U	595	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	85040	91.9%
Common	7545	8.1%

Value	Count	Frequency (%)
Latin	92497	91.9%
Common	8196	8.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	11166	13.1%
e	10980	12.9%
r	8422	9.9%
o	7683	9.0%
s	6814	8.0%
n	5222	6.1%
l	4541	5.3%
t	3949	4.6%
i	3698	4.3%
c	3236	3.8%
Other values (17)	19329	22.7%

Value	Count	Frequency (%)
a	12236	13.2%
e	11985	13.0%
r	9254	10.0%
o	8533	9.2%
s	7332	7.9%
n	5595	6.0%
l	4956	5.4%
t	4293	4.6%
i	4013	4.3%
c	3445	3.7%
Other values (17)	20855	22.5%

Common

Value	Count	Frequency (%)
_	2482	32.9%
3	1667	22.1%
5	738	9.8%
4	675	8.9%
1	532	7.1%
6	483	6.4%
0	331	4.4%
2	302	4.0%
7	158	2.1%
8	102	1.4%

Value	Count	Frequency (%)
_	2641	32.2%
3	1768	21.6%
5	818	10.0%
4	743	9.1%
1	656	8.0%
6	522	6.4%
0	388	4.7%
2	310	3.8%
7	156	1.9%
8	100	1.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	92585	100.0%

Value	Count	Frequency (%)
ASCII	100693	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	11166	12.1%
e	10980	11.9%
r	8422	9.1%
o	7683	8.3%
s	6814	7.4%
n	5222	5.6%
l	4541	4.9%
t	3949	4.3%
i	3698	4.0%
c	3236	3.5%
Other values (28)	26874	29.0%

Value	Count	Frequency (%)
a	12236	12.2%
e	11985	11.9%
r	9254	9.2%
o	8533	8.5%
s	7332	7.3%
n	5595	5.6%
l	4956	4.9%
t	4293	4.3%
i	4013	4.0%
c	3445	3.4%
Other values (28)	29051	28.9%

odometer_km
Real number (ℝ)

	AB Control Group	AB Test Group
Distinct	13	13
Distinct (%)	0.1%	0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	124434.22	124120.17

	AB Control Group	AB Test Group
Minimum	5000	5000
Maximum	150000	150000
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	283.6 KiB	308.0 KiB

Quantile statistics

	AB Control Group	AB Test Group
Minimum	5000	5000
5-th percentile	30000	40000
Q1	100000	100000
median	150000	150000
Q3	150000	150000
95-th percentile	150000	150000
Maximum	150000	150000
Range	145000	145000
Interquartile range (IQR)	50000	50000

Descriptive statistics

	AB Control Group	AB Test Group
Standard deviation	39761.312	39768.559
Coefficient of variation (CV)	0.31953679	0.32040368
Kurtosis	0.69777814	0.66066029
Mean	124434.22	124120.17
Median Absolute Deviation (MAD)	0	0
Skewness	-1.3972352	-1.3775739
Sum	2.25873 × 10⁹	2.446905 × 10⁹
Variance	1.5809619 × 10⁹	1.5815383 × 10⁹
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
150000	11333	62.4%
125000	1971	10.9%
100000	820	4.5%
90000	679	3.7%
80000	587	3.2%
70000	533	2.9%
60000	487	2.7%
50000	419	2.3%
40000	394	2.2%
30000	362	2.0%
Other values (3)	567	3.1%

Value	Count	Frequency (%)
150000	12180	61.8%
125000	2190	11.1%
100000	899	4.6%
90000	756	3.8%
80000	642	3.3%
70000	637	3.2%
60000	544	2.8%
50000	476	2.4%
40000	405	2.1%
30000	367	1.9%
Other values (3)	618	3.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5000	147	0.8%
10000	90	0.5%
20000	330	1.8%
30000	362	2.0%
40000	394	2.2%
50000	419	2.3%
60000	487	2.7%
70000	533	2.9%
80000	587	3.2%
90000	679	3.7%

Value	Count	Frequency (%)
5000	175	0.9%
10000	112	0.6%
20000	331	1.7%
30000	367	1.9%
40000	405	2.1%
50000	476	2.4%
60000	544	2.8%
70000	637	3.2%
80000	642	3.3%
90000	756	3.8%

Value	Count	Frequency (%)
5000	175	1.0%
10000	112	0.6%
20000	331	1.8%
30000	367	2.0%
40000	405	2.2%
50000	476	2.6%
60000	544	3.0%
70000	637	3.5%
80000	642	3.5%
90000	756	4.2%

Value	Count	Frequency (%)
5000	147	0.7%
10000	90	0.5%
20000	330	1.7%
30000	362	1.8%
40000	394	2.0%
50000	419	2.1%
60000	487	2.5%
70000	533	2.7%
80000	587	3.0%
90000	679	3.4%

registration_month
Real number (ℝ)

	AB Control Group	AB Test Group
Distinct	12	12
Distinct (%)	0.1%	0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	6.3745593	6.4173176

	AB Control Group	AB Test Group
Minimum	1	1
Maximum	12	12
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	283.6 KiB	308.0 KiB

Quantile statistics

	AB Control Group	AB Test Group
Minimum	1	1
5-th percentile	1	1
Q1	4	4
median	6	6
Q3	9	9
95-th percentile	12	12
Maximum	12	12
Range	11	11
Interquartile range (IQR)	5	5

Descriptive statistics

	AB Control Group	AB Test Group
Standard deviation	3.3433886	3.3333668
Coefficient of variation (CV)	0.52448938	0.51943303
Kurtosis	-1.1462828	-1.1427767
Mean	6.3745593	6.4173176
Median Absolute Deviation (MAD)	3	3
Skewness	0.11270306	0.09005205
Sum	115711	126511
Variance	11.178248	11.111334
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
3	1977	10.9%
6	1799	9.9%
5	1730	9.5%
4	1715	9.4%
7	1502	8.3%
10	1490	8.2%
12	1407	7.8%
9	1368	7.5%
11	1337	7.4%
8	1301	7.2%
Other values (2)	2526	13.9%

Value	Count	Frequency (%)
3	2121	10.8%
6	1938	9.8%
4	1860	9.4%
5	1844	9.4%
7	1718	8.7%
10	1611	8.2%
9	1522	7.7%
11	1521	7.7%
12	1500	7.6%
8	1425	7.2%
Other values (2)	2654	13.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1301	7.2%
2	1225	6.7%
3	1977	10.9%
4	1715	9.4%
5	1730	9.5%
6	1799	9.9%
7	1502	8.3%
8	1301	7.2%
9	1368	7.5%
10	1490	8.2%

Value	Count	Frequency (%)
1	1413	7.2%
2	1241	6.3%
3	2121	10.8%
4	1860	9.4%
5	1844	9.4%
6	1938	9.8%
7	1718	8.7%
8	1425	7.2%
9	1522	7.7%
10	1611	8.2%

Value	Count	Frequency (%)
1	1413	7.8%
2	1241	6.8%
3	2121	11.7%
4	1860	10.2%
5	1844	10.2%
6	1938	10.7%
7	1718	9.5%
8	1425	7.9%
9	1522	8.4%
10	1611	8.9%

Value	Count	Frequency (%)
1	1301	6.6%
2	1225	6.2%
3	1977	10.0%
4	1715	8.7%
5	1730	8.8%
6	1799	9.1%
7	1502	7.6%
8	1301	6.6%
9	1368	6.9%
10	1490	7.6%

fuel_type
Categorical

	AB Control Group	AB Test Group
Distinct	8	8
Distinct (%)	< 0.1%	< 0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	283.6 KiB	308.0 KiB

benzin	11212
diesel	5937
Unknown	642
lpg	305
cng	29
Other values (3)	27

benzin	12244
diesel	6480
Unknown	643
lpg	298
cng	24
Other values (3)	25

Length

	AB Control Group	AB Test Group
Max length	7	7
Median length	6	6
Mean length	5.9802226	5.9837172
Min length	3	3

Characters and Unicode

	AB Control Group	AB Test Group
Total characters	108553	117963
Distinct characters	20	20
Distinct categories	2	2 ?
Distinct scripts	1	1 ?
Distinct blocks	1	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

	AB Control Group	AB Test Group
Unique	1	0 ?
Unique (%)	< 0.1%	0.0%

Sample

	AB Control Group	AB Test Group
1st row	benzin	Unknown
2nd row	diesel	benzin
3rd row	diesel	diesel
4th row	diesel	benzin
5th row	diesel	diesel

Common Values

Value	Count	Frequency (%)
benzin	11212	61.8%
diesel	5937	32.7%
Unknown	642	3.5%
lpg	305	1.7%
cng	29	0.2%
hybrid	19	0.1%
andere	7	< 0.1%
elektro	1	< 0.1%

Value	Count	Frequency (%)
benzin	12244	62.1%
diesel	6480	32.9%
Unknown	643	3.3%
lpg	298	1.5%
cng	24	0.1%
hybrid	16	0.1%
andere	7	< 0.1%
elektro	2	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

AB Control Group

AB Test Group

Value	Count	Frequency (%)
benzin	11212	61.8%
diesel	5937	32.7%
unknown	642	3.5%
lpg	305	1.7%
cng	29	0.2%
hybrid	19	0.1%
andere	7	< 0.1%
elektro	1	< 0.1%

Value	Count	Frequency (%)
benzin	12244	62.1%
diesel	6480	32.9%
unknown	643	3.3%
lpg	298	1.5%
cng	24	0.1%
hybrid	16	0.1%
andere	7	< 0.1%
elektro	2	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
n	24386	22.5%
e	23102	21.3%
i	17168	15.8%
b	11231	10.3%
z	11212	10.3%
l	6243	5.8%
d	5963	5.5%
s	5937	5.5%
k	643	0.6%
o	643	0.6%
Other values (10)	2025	1.9%

Value	Count	Frequency (%)
n	26448	22.4%
e	25222	21.4%
i	18740	15.9%
b	12260	10.4%
z	12244	10.4%
l	6780	5.7%
d	6503	5.5%
s	6480	5.5%
k	645	0.5%
o	645	0.5%
Other values (10)	1996	1.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	107911	99.4%
Uppercase Letter	642	0.6%

Value	Count	Frequency (%)
Lowercase Letter	117320	99.5%
Uppercase Letter	643	0.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	24386	22.6%
e	23102	21.4%
i	17168	15.9%
b	11231	10.4%
z	11212	10.4%
l	6243	5.8%
d	5963	5.5%
s	5937	5.5%
k	643	0.6%
o	643	0.6%
Other values (9)	1383	1.3%

Value	Count	Frequency (%)
n	26448	22.5%
e	25222	21.5%
i	18740	16.0%
b	12260	10.5%
z	12244	10.4%
l	6780	5.8%
d	6503	5.5%
s	6480	5.5%
k	645	0.5%
o	645	0.5%
Other values (9)	1353	1.2%

Uppercase Letter

Value	Count	Frequency (%)
U	642	100.0%

Value	Count	Frequency (%)
U	643	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	108553	100.0%

Value	Count	Frequency (%)
Latin	117963	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	24386	22.5%
e	23102	21.3%
i	17168	15.8%
b	11231	10.3%
z	11212	10.3%
l	6243	5.8%
d	5963	5.5%
s	5937	5.5%
k	643	0.6%
o	643	0.6%
Other values (10)	2025	1.9%

Value	Count	Frequency (%)
n	26448	22.4%
e	25222	21.4%
i	18740	15.9%
b	12260	10.4%
z	12244	10.4%
l	6780	5.7%
d	6503	5.5%
s	6480	5.5%
k	645	0.5%
o	645	0.5%
Other values (10)	1996	1.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	108553	100.0%

Value	Count	Frequency (%)
ASCII	117963	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	24386	22.5%
e	23102	21.3%
i	17168	15.8%
b	11231	10.3%
z	11212	10.3%
l	6243	5.8%
d	5963	5.5%
s	5937	5.5%
k	643	0.6%
o	643	0.6%
Other values (10)	2025	1.9%

Value	Count	Frequency (%)
n	26448	22.4%
e	25222	21.4%
i	18740	15.9%
b	12260	10.4%
z	12244	10.4%
l	6780	5.7%
d	6503	5.5%
s	6480	5.5%
k	645	0.5%
o	645	0.5%
Other values (10)	1996	1.7%

brand
Categorical

	AB Control Group	AB Test Group
Distinct	40	40
Distinct (%)	0.2%	0.2%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	283.6 KiB	308.0 KiB

volkswagen	3846
bmw	2133
mercedes_benz	1923
opel	1757
audi	1735
Other values (35)	6758

volkswagen	4220
bmw	2395
mercedes_benz	2012
audi	1854
opel	1844
Other values (35)	7389

Length

	AB Control Group	AB Test Group
Max length	14	14
Median length	13	13
Mean length	6.7885632	6.7504312
Min length	3	3

Characters and Unicode

	AB Control Group	AB Test Group
Total characters	123226	133078
Distinct characters	25	25
Distinct categories	2	2 ?
Distinct scripts	2	2 ?
Distinct blocks	1	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

	AB Control Group	AB Test Group
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	AB Control Group	AB Test Group
1st row	ford	opel
2nd row	bmw	fiat
3rd row	hyundai	volvo
4th row	mercedes_benz	ford
5th row	bmw	audi

Common Values

Value	Count	Frequency (%)
volkswagen	3846	21.2%
bmw	2133	11.8%
mercedes_benz	1923	10.6%
opel	1757	9.7%
audi	1735	9.6%
ford	1128	6.2%
renault	706	3.9%
peugeot	552	3.0%
fiat	383	2.1%
seat	331	1.8%
Other values (30)	3658	20.2%

Value	Count	Frequency (%)
volkswagen	4220	21.4%
bmw	2395	12.1%
mercedes_benz	2012	10.2%
audi	1854	9.4%
opel	1844	9.4%
ford	1232	6.2%
renault	825	4.2%
peugeot	582	3.0%
fiat	453	2.3%
seat	381	1.9%
Other values (30)	3916	19.9%

Length

Histogram of lengths of the category

Common Values (Plot)

AB Control Group

Number of variable categories passes threshold (config.plot.cat_freq.max_unique)

AB Test Group

Number of variable categories passes threshold (config.plot.cat_freq.max_unique)

Value	Count	Frequency (%)
volkswagen	3846	21.2%
bmw	2133	11.8%
mercedes_benz	1923	10.6%
opel	1757	9.7%
audi	1735	9.6%
ford	1128	6.2%
renault	706	3.9%
peugeot	552	3.0%
fiat	383	2.1%
seat	331	1.8%
Other values (30)	3658	20.2%

Value	Count	Frequency (%)
volkswagen	4220	21.4%
bmw	2395	12.1%
mercedes_benz	2012	10.2%
audi	1854	9.4%
opel	1844	9.4%
ford	1232	6.2%
renault	825	4.2%
peugeot	582	3.0%
fiat	453	2.3%
seat	381	1.9%
Other values (30)	3916	19.9%

Most occurring characters

Value	Count	Frequency (%)
e	16512	13.4%
a	10021	8.1%
o	9720	7.9%
s	8342	6.8%
n	8001	6.5%
l	6850	5.6%
w	6000	4.9%
d	5893	4.8%
m	5099	4.1%
r	4970	4.0%
Other values (15)	41818	33.9%

Value	Count	Frequency (%)
e	17554	13.2%
a	10971	8.2%
o	10521	7.9%
s	8962	6.7%
n	8635	6.5%
l	7447	5.6%
w	6633	5.0%
d	6281	4.7%
m	5519	4.1%
r	5335	4.0%
Other values (15)	45220	34.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	120993	98.2%
Connector Punctuation	2233	1.8%

Value	Count	Frequency (%)
Lowercase Letter	130750	98.3%
Connector Punctuation	2328	1.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	16512	13.6%
a	10021	8.3%
o	9720	8.0%
s	8342	6.9%
n	8001	6.6%
l	6850	5.7%
w	6000	5.0%
d	5893	4.9%
m	5099	4.2%
r	4970	4.1%
Other values (14)	39585	32.7%

Value	Count	Frequency (%)
e	17554	13.4%
a	10971	8.4%
o	10521	8.0%
s	8962	6.9%
n	8635	6.6%
l	7447	5.7%
w	6633	5.1%
d	6281	4.8%
m	5519	4.2%
r	5335	4.1%
Other values (14)	42892	32.8%

Connector Punctuation

Value	Count	Frequency (%)
_	2233	100.0%

Value	Count	Frequency (%)
_	2328	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	120993	98.2%
Common	2233	1.8%

Value	Count	Frequency (%)
Latin	130750	98.3%
Common	2328	1.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	16512	13.6%
a	10021	8.3%
o	9720	8.0%
s	8342	6.9%
n	8001	6.6%
l	6850	5.7%
w	6000	5.0%
d	5893	4.9%
m	5099	4.2%
r	4970	4.1%
Other values (14)	39585	32.7%

Value	Count	Frequency (%)
e	17554	13.4%
a	10971	8.4%
o	10521	8.0%
s	8962	6.9%
n	8635	6.6%
l	7447	5.7%
w	6633	5.1%
d	6281	4.8%
m	5519	4.2%
r	5335	4.1%
Other values (14)	42892	32.8%

Common

Value	Count	Frequency (%)
_	2233	100.0%

Value	Count	Frequency (%)
_	2328	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	123226	100.0%

Value	Count	Frequency (%)
ASCII	133078	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	16512	13.4%
a	10021	8.1%
o	9720	7.9%
s	8342	6.8%
n	8001	6.5%
l	6850	5.6%
w	6000	4.9%
d	5893	4.8%
m	5099	4.1%
r	4970	4.0%
Other values (15)	41818	33.9%

Value	Count	Frequency (%)
e	17554	13.2%
a	10971	8.2%
o	10521	7.9%
s	8962	6.7%
n	8635	6.5%
l	7447	5.6%
w	6633	5.0%
d	6281	4.7%
m	5519	4.1%
r	5335	4.0%
Other values (15)	45220	34.0%

unrepaired_damage
Categorical

	AB Control Group	AB Test Group
Distinct	3	3
Distinct (%)	< 0.1%	< 0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	283.6 KiB	308.0 KiB

nein	14858
Unknown	1887
ja	1407

nein	16024
Unknown	2209
ja	1481

Length

	AB Control Group	AB Test Group
Max length	7	7
Median length	4	4
Mean length	4.1568422	4.1859085
Min length	2	2

Characters and Unicode

	AB Control Group	AB Test Group
Total characters	75455	82521
Distinct characters	9	9
Distinct categories	2	2 ?
Distinct scripts	1	1 ?
Distinct blocks	1	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

	AB Control Group	AB Test Group
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	AB Control Group	AB Test Group
1st row	Unknown	nein
2nd row	nein	nein
3rd row	nein	ja
4th row	nein	Unknown
5th row	nein	nein

Common Values

Value	Count	Frequency (%)
nein	14858	81.9%
Unknown	1887	10.4%
ja	1407	7.8%

Value	Count	Frequency (%)
nein	16024	81.3%
Unknown	2209	11.2%
ja	1481	7.5%

Length

Histogram of lengths of the category

Common Values (Plot)

AB Control Group

AB Test Group

Value	Count	Frequency (%)
nein	14858	81.9%
unknown	1887	10.4%
ja	1407	7.8%

Value	Count	Frequency (%)
nein	16024	81.3%
unknown	2209	11.2%
ja	1481	7.5%

Most occurring characters

Value	Count	Frequency (%)
n	35377	46.9%
e	14858	19.7%
i	14858	19.7%
U	1887	2.5%
k	1887	2.5%
o	1887	2.5%
w	1887	2.5%
j	1407	1.9%
a	1407	1.9%

Value	Count	Frequency (%)
n	38675	46.9%
e	16024	19.4%
i	16024	19.4%
U	2209	2.7%
k	2209	2.7%
o	2209	2.7%
w	2209	2.7%
j	1481	1.8%
a	1481	1.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	73568	97.5%
Uppercase Letter	1887	2.5%

Value	Count	Frequency (%)
Lowercase Letter	80312	97.3%
Uppercase Letter	2209	2.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	35377	48.1%
e	14858	20.2%
i	14858	20.2%
k	1887	2.6%
o	1887	2.6%
w	1887	2.6%
j	1407	1.9%
a	1407	1.9%

Value	Count	Frequency (%)
n	38675	48.2%
e	16024	20.0%
i	16024	20.0%
k	2209	2.8%
o	2209	2.8%
w	2209	2.8%
j	1481	1.8%
a	1481	1.8%

Uppercase Letter

Value	Count	Frequency (%)
U	1887	100.0%

Value	Count	Frequency (%)
U	2209	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	75455	100.0%

Value	Count	Frequency (%)
Latin	82521	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	35377	46.9%
e	14858	19.7%
i	14858	19.7%
U	1887	2.5%
k	1887	2.5%
o	1887	2.5%
w	1887	2.5%
j	1407	1.9%
a	1407	1.9%

Value	Count	Frequency (%)
n	38675	46.9%
e	16024	19.4%
i	16024	19.4%
U	2209	2.7%
k	2209	2.7%
o	2209	2.7%
w	2209	2.7%
j	1481	1.8%
a	1481	1.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	75455	100.0%

Value	Count	Frequency (%)
ASCII	82521	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	35377	46.9%
e	14858	19.7%
i	14858	19.7%
U	1887	2.5%
k	1887	2.5%
o	1887	2.5%
w	1887	2.5%
j	1407	1.9%
a	1407	1.9%

Value	Count	Frequency (%)
n	38675	46.9%
e	16024	19.4%
i	16024	19.4%
U	2209	2.7%
k	2209	2.7%
o	2209	2.7%
w	2209	2.7%
j	1481	1.8%
a	1481	1.8%

ad_created
Categorical

	AB Control Group	AB Test Group
Distinct	60	48
Distinct (%)	0.3%	0.2%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	283.6 KiB	308.0 KiB

2016-03-15 0:00	975
2016-03-22 0:00	848
2016-03-21 0:00	825
2016-03-31 0:00	795
2016-04-03 0:00	776
Other values (55)	13933

2016-03-20 0:00	1099
2016-03-09 0:00	910
2016-04-01 0:00	853
2016-04-04 0:00	850
2016-03-25 0:00	848
Other values (43)	15154

Length

	AB Control Group	AB Test Group
Max length	15	15
Median length	15	15
Mean length	15	15
Min length	15	15

Characters and Unicode

	AB Control Group	AB Test Group
Total characters	272280	295710
Distinct characters	13	13
Distinct categories	4	4 ?
Distinct scripts	1	1 ?
Distinct blocks	1	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

	AB Control Group	AB Test Group
Unique	14	7 ?
Unique (%)	0.1%	< 0.1%

Sample

	AB Control Group	AB Test Group
1st row	2016-03-23 0:00	2016-04-02 0:00
2nd row	2016-03-12 0:00	2016-03-19 0:00
3rd row	2016-03-22 0:00	2016-03-09 0:00
4th row	2016-04-04 0:00	2016-03-26 0:00
5th row	2016-03-22 0:00	2016-03-29 0:00

Common Values

Value	Count	Frequency (%)
2016-03-15 0:00	975	5.4%
2016-03-22 0:00	848	4.7%
2016-03-21 0:00	825	4.5%
2016-03-31 0:00	795	4.4%
2016-04-03 0:00	776	4.3%
2016-03-26 0:00	763	4.2%
2016-03-07 0:00	737	4.1%
2016-03-28 0:00	731	4.0%
2016-03-29 0:00	677	3.7%
2016-03-14 0:00	670	3.7%
Other values (50)	10355	57.0%

Value	Count	Frequency (%)
2016-03-20 0:00	1099	5.6%
2016-03-09 0:00	910	4.6%
2016-04-01 0:00	853	4.3%
2016-04-04 0:00	850	4.3%
2016-03-25 0:00	848	4.3%
2016-03-23 0:00	805	4.1%
2016-03-19 0:00	793	4.0%
2016-03-11 0:00	784	4.0%
2016-03-10 0:00	779	4.0%
2016-03-12 0:00	748	3.8%
Other values (38)	11245	57.0%

Length

Histogram of lengths of the category

Common Values (Plot)

AB Control Group

Number of variable categories passes threshold (config.plot.cat_freq.max_unique)

AB Test Group

Number of variable categories passes threshold (config.plot.cat_freq.max_unique)

Value	Count	Frequency (%)
0:00	18152	50.0%
2016-03-15	975	2.7%
2016-03-22	848	2.3%
2016-03-21	825	2.3%
2016-03-31	795	2.2%
2016-04-03	776	2.1%
2016-03-26	763	2.1%
2016-03-07	737	2.0%
2016-03-28	731	2.0%
2016-03-29	677	1.9%
Other values (51)	11025	30.4%

Value	Count	Frequency (%)
0:00	19714	50.0%
2016-03-20	1099	2.8%
2016-03-09	910	2.3%
2016-04-01	853	2.2%
2016-04-04	850	2.2%
2016-03-25	848	2.2%
2016-03-23	805	2.0%
2016-03-19	793	2.0%
2016-03-11	784	2.0%
2016-03-10	779	2.0%
Other values (39)	11993	30.4%

Most occurring characters

Value	Count	Frequency (%)
0	97450	35.8%
-	36304	13.3%
2	26252	9.6%
1	26196	9.6%
6	19821	7.3%
3	18278	6.7%
	18152	6.7%
:	18152	6.7%
4	4591	1.7%
5	2063	0.8%
Other values (3)	5021	1.8%

Value	Count	Frequency (%)
0	107459	36.3%
-	39428	13.3%
2	28058	9.5%
1	27980	9.5%
6	21137	7.1%
	19714	6.7%
:	19714	6.7%
3	19172	6.5%
4	5679	1.9%
9	2300	0.8%
Other values (3)	5069	1.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	199672	73.3%
Dash Punctuation	36304	13.3%
Space Separator	18152	6.7%
Other Punctuation	18152	6.7%

Value	Count	Frequency (%)
Decimal Number	216854	73.3%
Dash Punctuation	39428	13.3%
Space Separator	19714	6.7%
Other Punctuation	19714	6.7%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	97450	48.8%
2	26252	13.1%
1	26196	13.1%
6	19821	9.9%
3	18278	9.2%
4	4591	2.3%
5	2063	1.0%
7	1861	0.9%
8	1593	0.8%
9	1567	0.8%

Value	Count	Frequency (%)
0	107459	49.6%
2	28058	12.9%
1	27980	12.9%
6	21137	9.7%
3	19172	8.8%
4	5679	2.6%
9	2300	1.1%
7	1842	0.8%
5	1696	0.8%
8	1531	0.7%

Dash Punctuation

Value	Count	Frequency (%)
-	36304	100.0%

Value	Count	Frequency (%)
-	39428	100.0%

Space Separator

Value	Count	Frequency (%)
	18152	100.0%

Value	Count	Frequency (%)
	19714	100.0%

Other Punctuation

Value	Count	Frequency (%)
:	18152	100.0%

Value	Count	Frequency (%)
:	19714	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	272280	100.0%

Value	Count	Frequency (%)
Common	295710	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	97450	35.8%
-	36304	13.3%
2	26252	9.6%
1	26196	9.6%
6	19821	7.3%
3	18278	6.7%
	18152	6.7%
:	18152	6.7%
4	4591	1.7%
5	2063	0.8%
Other values (3)	5021	1.8%

Value	Count	Frequency (%)
0	107459	36.3%
-	39428	13.3%
2	28058	9.5%
1	27980	9.5%
6	21137	7.1%
	19714	6.7%
:	19714	6.7%
3	19172	6.5%
4	5679	1.9%
9	2300	0.8%
Other values (3)	5069	1.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	272280	100.0%

Value	Count	Frequency (%)
ASCII	295710	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	97450	35.8%
-	36304	13.3%
2	26252	9.6%
1	26196	9.6%
6	19821	7.3%
3	18278	6.7%
	18152	6.7%
:	18152	6.7%
4	4591	1.7%
5	2063	0.8%
Other values (3)	5021	1.8%

Value	Count	Frequency (%)
0	107459	36.3%
-	39428	13.3%
2	28058	9.5%
1	27980	9.5%
6	21137	7.1%
	19714	6.7%
:	19714	6.7%
3	19172	6.5%
4	5679	1.9%
9	2300	0.8%
Other values (3)	5069	1.7%

postal_code
Real number (ℝ)

	AB Control Group	AB Test Group
Distinct	5432	5669
Distinct (%)	29.9%	28.8%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	51737.157	51749.387

	AB Control Group	AB Test Group
Minimum	1067	1067
Maximum	99998	99991
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	283.6 KiB	308.0 KiB

Quantile statistics

	AB Control Group	AB Test Group
Minimum	1067	1067
5-th percentile	10246.1	10249
Q1	31319	31515
median	50934	51063
Q3	72555	72379
95-th percentile	93053	93051
Maximum	99998	99991
Range	98931	98924
Interquartile range (IQR)	41236	40864

Descriptive statistics

	AB Control Group	AB Test Group
Standard deviation	25715.037	25603.122
Coefficient of variation (CV)	0.49703228	0.49475217
Kurtosis	-0.98206678	-0.96838878
Mean	51737.157	51749.387
Median Absolute Deviation (MAD)	20460	20240
Skewness	0.0011552433	0.0074831614
Sum	9.3913288 × 10⁸	1.0201874 × 10⁹
Variance	6.6126313 × 10⁸	6.5551984 × 10⁸
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10115	47	0.3%
65428	29	0.2%
38259	21	0.1%
38518	21	0.1%
45888	19	0.1%
53757	18	0.1%
32257	18	0.1%
65719	18	0.1%
47877	17	0.1%
78224	17	0.1%
Other values (5422)	17927	98.8%

Value	Count	Frequency (%)
10115	57	0.3%
65428	31	0.2%
60311	22	0.1%
44145	22	0.1%
44339	21	0.1%
33378	20	0.1%
13357	20	0.1%
40764	19	0.1%
45329	19	0.1%
14612	18	0.1%
Other values (5659)	19465	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1067	5	< 0.1%
1068	1	< 0.1%
1069	2	< 0.1%
1097	1	< 0.1%
1099	5	< 0.1%
1109	2	< 0.1%
1127	1	< 0.1%
1129	2	< 0.1%
1139	3	< 0.1%
1156	1	< 0.1%

Value	Count	Frequency (%)
1067	7	< 0.1%
1069	4	< 0.1%
1097	2	< 0.1%
1099	7	< 0.1%
1109	4	< 0.1%
1127	2	< 0.1%
1129	3	< 0.1%
1139	2	< 0.1%
1156	2	< 0.1%
1157	3	< 0.1%

Value	Count	Frequency (%)
1067	7	< 0.1%
1069	4	< 0.1%
1097	2	< 0.1%
1099	7	< 0.1%
1109	4	< 0.1%
1127	2	< 0.1%
1129	3	< 0.1%
1139	2	< 0.1%
1156	2	< 0.1%
1157	3	< 0.1%

Value	Count	Frequency (%)
1067	5	< 0.1%
1068	1	< 0.1%
1069	2	< 0.1%
1097	1	< 0.1%
1099	5	< 0.1%
1109	2	< 0.1%
1127	1	< 0.1%
1129	2	< 0.1%
1139	3	< 0.1%
1156	1	< 0.1%

last_seen
Categorical

	AB Control Group	AB Test Group
Distinct	5765	6068
Distinct (%)	31.8%	30.8%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	283.6 KiB	308.0 KiB

2016-04-06 7:45	66
2016-04-05 23:17	61
2016-04-06 4:17	61
2016-04-06 12:17	60
2016-04-07 5:16	60
Other values (5760)	17844

2016-04-06 17:45	59
2016-04-07 0:45	58
2016-04-06 22:16	58
2016-04-06 9:16	57
2016-04-07 7:16	56
Other values (6063)	19426

Length

	AB Control Group	AB Test Group
Max length	16	16
Median length	16	16
Mean length	15.607041	15.630415
Min length	15	15

Characters and Unicode

	AB Control Group	AB Test Group
Total characters	283299	308138
Distinct characters	13	13
Distinct categories	4	4 ?
Distinct scripts	1	1 ?
Distinct blocks	1	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

	AB Control Group	AB Test Group
Unique	3102	3115 ?
Unique (%)	17.1%	15.8%

Sample

	AB Control Group	AB Test Group
1st row	2016-03-26 12:47	2016-04-06 13:17
2nd row	2016-04-06 20:19	2016-04-07 7:15
3rd row	2016-03-31 11:46	2016-03-16 5:46
4th row	2016-04-06 12:46	2016-03-26 15:55
5th row	2016-04-06 0:46	2016-03-29 14:47

Common Values

Value	Count	Frequency (%)
2016-04-06 7:45	66	0.4%
2016-04-05 23:17	61	0.3%
2016-04-06 4:17	61	0.3%
2016-04-06 12:17	60	0.3%
2016-04-07 5:16	60	0.3%
2016-04-06 3:45	59	0.3%
2016-04-06 15:16	59	0.3%
2016-04-06 14:17	59	0.3%
2016-04-07 12:45	57	0.3%
2016-04-06 2:45	55	0.3%
Other values (5755)	17555	96.7%

Value	Count	Frequency (%)
2016-04-06 17:45	59	0.3%
2016-04-07 0:45	58	0.3%
2016-04-06 22:16	58	0.3%
2016-04-06 9:16	57	0.3%
2016-04-07 7:16	56	0.3%
2016-04-05 20:45	54	0.3%
2016-04-06 15:46	54	0.3%
2016-04-06 16:17	53	0.3%
2016-04-06 17:16	51	0.3%
2016-04-06 10:17	51	0.3%
Other values (6058)	19163	97.2%

Length

Histogram of lengths of the category

Common Values (Plot)

AB Control Group

Number of variable categories passes threshold (config.plot.cat_freq.max_unique)

AB Test Group

Number of variable categories passes threshold (config.plot.cat_freq.max_unique)

Value	Count	Frequency (%)
2016-04-06	4465	12.3%
2016-04-07	2462	6.8%
2016-04-05	2145	5.9%
2016-03-17	525	1.4%
2016-03-31	487	1.3%
2016-04-04	480	1.3%
2016-04-02	475	1.3%
2016-04-03	450	1.2%
2016-03-29	426	1.2%
2016-03-22	407	1.1%
Other values (835)	23982	66.1%

Value	Count	Frequency (%)
2016-04-06	4233	10.7%
2016-04-05	2832	7.2%
2016-04-07	2681	6.8%
2016-04-03	527	1.3%
2016-03-12	517	1.3%
2016-03-17	509	1.3%
2016-04-04	509	1.3%
2016-04-01	493	1.3%
2016-03-30	464	1.2%
2016-04-02	453	1.1%
Other values (846)	26210	66.5%

Most occurring characters

Value	Count	Frequency (%)
0	51094	18.0%
1	40773	14.4%
-	36304	12.8%
6	29660	10.5%
2	28199	10.0%
4	24144	8.5%
	18152	6.4%
:	18152	6.4%
3	12041	4.3%
5	9465	3.3%
Other values (3)	15315	5.4%

Value	Count	Frequency (%)
0	55690	18.1%
1	44357	14.4%
-	39428	12.8%
6	31553	10.2%
2	31440	10.2%
4	25949	8.4%
	19714	6.4%
:	19714	6.4%
3	13134	4.3%
5	10650	3.5%
Other values (3)	16509	5.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	210691	74.4%
Dash Punctuation	36304	12.8%
Space Separator	18152	6.4%
Other Punctuation	18152	6.4%

Value	Count	Frequency (%)
Decimal Number	229282	74.4%
Dash Punctuation	39428	12.8%
Space Separator	19714	6.4%
Other Punctuation	19714	6.4%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	51094	24.3%
1	40773	19.4%
6	29660	14.1%
2	28199	13.4%
4	24144	11.5%
3	12041	5.7%
5	9465	4.5%
7	8620	4.1%
8	3702	1.8%
9	2993	1.4%

Value	Count	Frequency (%)
0	55690	24.3%
1	44357	19.3%
6	31553	13.8%
2	31440	13.7%
4	25949	11.3%
3	13134	5.7%
5	10650	4.6%
7	9355	4.1%
8	3909	1.7%
9	3245	1.4%

Dash Punctuation

Value	Count	Frequency (%)
-	36304	100.0%

Value	Count	Frequency (%)
-	39428	100.0%

Space Separator

Value	Count	Frequency (%)
	18152	100.0%

Value	Count	Frequency (%)
	19714	100.0%

Other Punctuation

Value	Count	Frequency (%)
:	18152	100.0%

Value	Count	Frequency (%)
:	19714	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	283299	100.0%

Value	Count	Frequency (%)
Common	308138	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	51094	18.0%
1	40773	14.4%
-	36304	12.8%
6	29660	10.5%
2	28199	10.0%
4	24144	8.5%
	18152	6.4%
:	18152	6.4%
3	12041	4.3%
5	9465	3.3%
Other values (3)	15315	5.4%

Value	Count	Frequency (%)
0	55690	18.1%
1	44357	14.4%
-	39428	12.8%
6	31553	10.2%
2	31440	10.2%
4	25949	8.4%
	19714	6.4%
:	19714	6.4%
3	13134	4.3%
5	10650	3.5%
Other values (3)	16509	5.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	283299	100.0%

Value	Count	Frequency (%)
ASCII	308138	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	51094	18.0%
1	40773	14.4%
-	36304	12.8%
6	29660	10.5%
2	28199	10.0%
4	24144	8.5%
	18152	6.4%
:	18152	6.4%
3	12041	4.3%
5	9465	3.3%
Other values (3)	15315	5.4%

Value	Count	Frequency (%)
0	55690	18.1%
1	44357	14.4%
-	39428	12.8%
6	31553	10.2%
2	31440	10.2%
4	25949	8.4%
	19714	6.4%
:	19714	6.4%
3	13134	4.3%
5	10650	3.5%
Other values (3)	16509	5.4%

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Auto

The auto setting is an interpretable pairwise column metric of the following mapping:

Variable_type-Variable_type : Method, Range
Categorical-Categorical : Cramer's V, [0,1]
Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
Numerical-Numerical : Spearman's ρ, [-1,1]

The number of bins used in the discretization for the Numerical-Categorical column pair can be changed using config.correlations["auto"].n_bins. The number of bins affects the granularity of the association you wish to measure.

This configuration uses the recommended metric for each pair of columns.

AB Control Group

AB Test Group

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

AB Control Group

AB Test Group

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

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Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

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AB Test Group

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

AB Control Group

AB Test Group

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

AB Control Group

A simple visualization of nullity by column.

AB Test Group

A simple visualization of nullity by column.

AB Control Group

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

AB Test Group

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

AB Control Group

	Unnamed: 0	date_crawled	car_name	price_EUR	ab_test	vehicle_type	registration_year	transmission	power_ps	model	odometer_km	registration_month	fuel_type	brand	unrepaired_damage	ad_created	postal_code	last_seen
5	6	2016-03-23 19:43	Ford_Mondeo_V6_170_PS	550	control	limousine	1999	automatik	170	mondeo	150000	6	benzin	ford	Unknown	2016-03-23 0:00	25451	2016-03-26 12:47
6	7	2016-03-12 13:46	BMW_320d_DPF_Touring	10400	control	kombi	2008	manuell	177	3er	125000	5	diesel	bmw	nein	2016-03-12 0:00	94107	2016-04-06 20:19
10	15	2016-03-22 14:50	Hyundai_i30_1.6_CRDi_Edition_20	7990	control	limousine	2012	manuell	90	i_reihe	60000	6	diesel	hyundai	nein	2016-03-22 0:00	66701	2016-03-31 11:46
11	16	2016-04-04 11:50	Mercedes_Benz_E_320_T_CDI_Avantgarde__Vollausstattung	3800	control	kombi	2000	automatik	197	e_klasse	150000	2	diesel	mercedes_benz	nein	2016-04-04 0:00	49832	2016-04-06 12:46
12	18	2016-03-22 11:59	BMW_120d_DPF_Bus._Navi__Harman&Kardon__Schiebedach	13999	control	limousine	2010	manuell	177	1er	70000	12	diesel	bmw	nein	2016-03-22 0:00	91220	2016-04-06 0:46
13	20	2016-03-17 17:42	Ford_Streetka_1.6l___95_PS	1350	control	cabrio	2004	manuell	95	ka	150000	7	benzin	ford	Unknown	2016-03-17 0:00	25436	2016-03-17 17:42
14	21	2016-03-08 0:53	Audi_TT_Coupe_1.8_T	3250	control	coupe	1999	manuell	179	tt	150000	4	benzin	audi	nein	2016-03-08 0:00	70599	2016-04-05 23:44
15	22	2016-03-29 19:51	Bmw_525..panoramadach..voll_leder.Tausch_moglich_mit_7_sitzer.	6950	control	kombi	2006	automatik	177	Unknown	150000	6	diesel	bmw	nein	2016-03-29 0:00	49497	2016-04-06 6:15
16	25	2016-03-21 14:39	Volkswagen_Golf_Plus_1.4_Comfortline	3750	control	bus	2005	manuell	75	golf	150000	5	benzin	volkswagen	nein	2016-03-21 0:00	44149	2016-03-21 14:39
17	30	2016-03-21 12:50	VOLVO_V70_!!!_2_5_Liter_5_Zylinder_TÜV_bis_01/2018__8fach_bereift	2100	control	kombi	1998	manuell	144	v70	150000	10	benzin	volvo	nein	2016-03-21 0:00	32683	2016-04-06 7:45

AB Test Group

	Unnamed: 0	date_crawled	car_name	price_EUR	ab_test	vehicle_type	registration_year	transmission	power_ps	model	odometer_km	registration_month	fuel_type	brand	unrepaired_damage	ad_created	postal_code	last_seen
0	1	2016-04-02 14:51	Astra_G_Cabrio_Turbo_235_PS	5200	test	cabrio	2002	manuell	235	astra	125000	5	Unknown	opel	nein	2016-04-02 0:00	47652	2016-04-06 13:17
1	2	2016-03-19 18:36	Fiat_Grande_Punto_1.2_8V__MIT_2_JAHREN_GARANTIE	3400	test	kleinwagen	2006	manuell	65	andere	125000	5	benzin	fiat	nein	2016-03-19 0:00	66538	2016-04-07 7:15
2	3	2016-03-09 20:59	Volvo_XC60_D5_AWD_Aut.	5200	test	suv	2009	automatik	220	xc_reihe	150000	3	diesel	volvo	ja	2016-03-09 0:00	72762	2016-03-16 5:46
3	4	2016-03-26 15:55	Kombi_Technisch_super_in_Schuss	750	test	kombi	2000	manuell	112	mondeo	150000	12	benzin	ford	Unknown	2016-03-26 0:00	39446	2016-03-26 15:55
4	5	2016-03-29 14:47	Audi_A4_1.9_TDI_quattro_Delphingrau	3522	test	limousine	2004	manuell	131	a4	150000	7	diesel	audi	nein	2016-03-29 0:00	51373	2016-03-29 14:47
7	12	2016-03-30 18:37	BMW_318i_dunkelblau	2499	test	kombi	2000	manuell	118	3er	150000	1	benzin	bmw	nein	2016-03-30 0:00	4463	2016-04-03 8:47
8	13	2016-03-26 2:57	Cadillac_CTS_3.6_V6_Sport_Wagon_AWD___SPORT__LUXURY	14500	test	kombi	2011	automatik	311	Unknown	150000	7	benzin	sonstige_autos	nein	2016-03-26 0:00	22305	2016-04-05 19:47
9	14	2016-03-22 1:49	VW_passat	2100	test	limousine	1998	manuell	101	passat	150000	1	benzin	volkswagen	nein	2016-03-21 0:00	18273	2016-03-29 7:16
18	33	2016-03-30 13:57	Renault__Mit_Scheckheft_org.86_Tkm	1699	test	kleinwagen	2002	manuell	75	twingo	90000	5	benzin	renault	nein	2016-03-30 0:00	24539	2016-04-07 5:15
19	35	2016-03-11 23:53	Ford_Galaxy_16V_GLX	999	test	bus	1998	manuell	145	galaxy	150000	10	benzin	ford	nein	2016-03-11 0:00	85290	2016-03-18 0:44

AB Control Group

	Unnamed: 0	date_crawled	car_name	price_EUR	ab_test	vehicle_type	registration_year	transmission	power_ps	model	odometer_km	registration_month	fuel_type	brand	unrepaired_damage	ad_created	postal_code	last_seen
37845	49973	2016-03-25 14:52	Opel_Corsa_1.2_16V_ecoFLEX_Easytroni_Color_Stripes	4199	control	kleinwagen	2011	Unknown	86	corsa	150000	10	benzin	opel	nein	2016-03-25 0:00	13589	2016-03-28 14:18
37846	49974	2016-03-30 9:54	BMW_316_mit_TÜV_bis_Mai_2017_Top_Zustand..	1600	control	limousine	1996	manuell	102	3er	150000	6	benzin	bmw	Unknown	2016-03-30 0:00	1067	2016-04-07 0:17
37848	49976	2016-03-12 9:48	Smart_CDI_Gruene_Plakette_TÜV_NEU_!!!	1799	control	coupe	2000	automatik	41	fortwo	150000	12	diesel	smart	nein	2016-03-12 0:00	41516	2016-03-14 17:45
37853	49983	2016-03-17 13:51	Opel_Astra_2.2_16V_Coupe	3300	control	coupe	2000	manuell	147	astra	150000	8	benzin	opel	nein	2016-03-17 0:00	59368	2016-04-06 20:17
37855	49985	2016-04-04 10:53	Mercedes_Benz_A_150_Classic_/_Klima_/_Scheckheft_/_AHK	5600	control	limousine	2007	manuell	95	a_klasse	125000	11	benzin	mercedes_benz	nein	2016-04-04 0:00	44227	2016-04-06 12:17
37857	49987	2016-04-01 18:49	Verkaufe_Renault_Laguna_3_Grandtour_mit_Frontschaden	4950	control	kombi	2008	manuell	110	laguna	125000	9	diesel	renault	ja	2016-04-01 0:00	37441	2016-04-01 18:49
37860	49993	2016-03-21 16:51	BMW_316i_compact	1200	control	limousine	1997	manuell	102	3er	150000	7	benzin	bmw	ja	2016-03-21 0:00	54293	2016-04-06 16:45
37862	49995	2016-03-10 0:59	Toyota_RAV_4_2.2D_110_kw	6590	control	suv	2010	manuell	150	rav	150000	6	diesel	toyota	nein	2016-03-09 0:00	66871	2016-03-10 8:42
37863	49996	2016-03-06 17:46	Mercedes_190e_W201	1250	control	limousine	1991	manuell	120	c_klasse	150000	1	benzin	mercedes_benz	nein	2016-03-06 0:00	25560	2016-04-06 6:16
37865	49998	2016-03-13 8:47	FIAT_PUNTO_1.2___16V__SPORTING___TÜV_neu__	999	control	kleinwagen	1998	manuell	85	punto	150000	1	benzin	fiat	nein	2016-03-13 0:00	24857	2016-03-14 9:45

AB Test Group

	Unnamed: 0	date_crawled	car_name	price_EUR	ab_test	vehicle_type	registration_year	transmission	power_ps	model	odometer_km	registration_month	fuel_type	brand	unrepaired_damage	ad_created	postal_code	last_seen
37849	49979	2016-04-01 17:44	Audi_Cabriolet_1.8	3750	test	cabrio	1998	manuell	125	andere	150000	5	benzin	audi	nein	2016-04-01 0:00	90766	2016-04-05 12:47
37850	49980	2016-03-28 16:38	Mercedes_Benz_CLA_250_7G_DCT_AMG_Line	34750	test	coupe	2013	automatik	211	andere	30000	8	benzin	mercedes_benz	nein	2016-03-28 0:00	67659	2016-04-06 21:44
37851	49981	2016-03-09 21:50	Audi_A6_2.4	11990	test	limousine	2007	manuell	177	a6	30000	5	benzin	audi	nein	2016-03-09 0:00	38350	2016-03-17 6:16
37852	49982	2016-03-28 16:51	Volkswagen_Multivan_DSG_Startline	25900	test	bus	2012	automatik	140	transporter	125000	3	diesel	volkswagen	nein	2016-03-28 0:00	36448	2016-03-30 8:16
37854	49984	2016-03-27 7:57	Mercedes_Benz_E280_CDI	7000	test	limousine	2004	automatik	177	e_klasse	150000	8	diesel	mercedes_benz	Unknown	2016-03-27 0:00	68309	2016-04-07 5:17
37856	49986	2016-04-03 15:36	Audi_A3_1.6_Attraction	4750	test	limousine	2004	manuell	102	a3	150000	4	benzin	audi	nein	2016-04-03 0:00	52152	2016-04-05 14:44
37858	49988	2016-03-09 16:55	Mercedes_Benz_G_290_Offroad_Ausbau	26500	test	suv	1996	manuell	95	g_klasse	150000	9	diesel	mercedes_benz	nein	2016-03-09 0:00	73733	2016-04-07 6:45
37859	49991	2016-03-30 18:43	Audi_A3_1.6_Liter_TOP!	4650	test	limousine	2004	manuell	150	a3	150000	3	benzin	audi	nein	2016-03-30 0:00	58256	2016-04-07 9:45
37861	49994	2016-03-13 12:41	Mercedes_Benz_Vaneo_CDI_1.7_Family	3000	test	bus	2002	manuell	91	andere	150000	3	diesel	mercedes_benz	nein	2016-03-13 0:00	96268	2016-04-06 15:17
37864	49997	2016-03-09 0:56	Peugeot_Boxer_HDi_335_L2H2_verglast	12500	test	bus	2011	manuell	120	andere	125000	6	diesel	peugeot	nein	2016-03-09 0:00	69123	2016-03-11 12:17

AB Control Group

	Unnamed: 0	date_crawled	car_name	price_EUR	ab_test	vehicle_type	registration_year	transmission	power_ps	model	odometer_km	registration_month	fuel_type	brand	unrepaired_damage	ad_created	postal_code	last_seen	# duplicates
Dataset does not contain duplicate rows.

AB Test Group

	Unnamed: 0	date_crawled	car_name	price_EUR	ab_test	vehicle_type	registration_year	transmission	power_ps	model	odometer_km	registration_month	fuel_type	brand	unrepaired_damage	ad_created	postal_code	last_seen	# duplicates
Dataset does not contain duplicate rows.

AB Control Group	AB Test Group
`Unnamed: 0` has unique values	`Unnamed: 0` has unique values	Unique
`Unnamed: 0` has unique values	`Unnamed: 0` has unique values	Unique
`Unnamed: 0` has unique values	`Unnamed: 0` has unique values	Unique
`Unnamed: 0` has unique values	`Unnamed: 0` has unique values	Unique
`Unnamed: 0` has unique values	`Unnamed: 0` has unique values	Unique
`Unnamed: 0` has unique values	`Unnamed: 0` has unique values	Unique
`Unnamed: 0` has unique values	`Unnamed: 0` has unique values	Unique
`Unnamed: 0` has unique values	`Unnamed: 0` has unique values	Unique
`Unnamed: 0` has unique values	`Unnamed: 0` has unique values	Unique
`Unnamed: 0` has unique values	`Unnamed: 0` has unique values	Unique
`Unnamed: 0` has unique values	`Unnamed: 0` has unique values	Unique
`Unnamed: 0` has unique values	`Unnamed: 0` has unique values	Unique
`Unnamed: 0` has unique values	`Unnamed: 0` has unique values	Unique
`Unnamed: 0` has unique values	`Unnamed: 0` has unique values	Unique
`Unnamed: 0` has unique values	`Unnamed: 0` has unique values	Unique

Overview

Variables

Common Values

Length

Common Values (Plot)

AB Control Group

AB Test Group

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation

Space Separator

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

AB Control Group

AB Test Group

Most occurring characters

Most occurring categories

Most frequent character per category

Connector Punctuation

Lowercase Letter

Decimal Number

Uppercase Letter

Other Punctuation

Math Symbol

Control

Modifier Symbol

Other Number

Other Symbol

Final Punctuation

Initial Punctuation

Open Punctuation

Close Punctuation

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

None

Common Values

Length

Common Values (Plot)

AB Control Group

AB Test Group

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

AB Control Group

AB Test Group

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block